题名 | Assessment of human pelvic ring a CT-based statistical shape model of anatomical Principal Variations |
作者 | |
通讯作者 | Su, Xiuyun; Pei, Guoxian |
DOI | |
发表日期 | 2023
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会议名称 | 2nd International Conference on Health Big Data and Intelligent Healthcare, ICHIH 2023
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ISBN | 9798350309324
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会议录名称 | |
页码 | 141-145
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会议日期 | October 27, 2023 - October 29, 2023
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会议地点 | Hybrid, Zhuhai, China
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出版者 | |
摘要 | To construct a three-dimensional statistical shape model of the pelvis and investigate its three-dimensional morphological changes. We collected CT data from 201 Chinese individuals and used deep learning to reconstruct three-dimensional models of the pelvis automatically. Through three-dimensional model registration, dense correspondence mesh mapping, and the use of statistical shape modeling (SSM) and principal component (PC) analysis methods, we extracted models of variations (MoVs) of pelvic shape changes and statistically compared the shape MoVs between males and females. We analyzed the top 10 principal components of shape variations, which accounted for 86.1% of the total variability. Among them, PC1, PC2, and PC4 showed significant differences between genders (p-values of 0.000, 0.000, and 0.010), accounting for a total variability of 60.1%. PC8 and PC10 demonstrated pelvic asymmetry, accounting for a total variability of 3.8%. We constructed a three-dimensional statistical shape model of the pelvis in Chinese individuals, deepening our understanding of anatomical variations in pelvic morphology. This model can also be further applied in anatomy education and implant design.
© 2023 IEEE. |
关键词 | |
学校署名 | 第一
; 通讯
|
语种 | 英语
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相关链接 | [IEEE记录] |
收录类别 | |
EI入藏号 | 20240715550929
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EI主题词 | Computerized Tomography
; Deep Learning
; Medical Imaging
; Statistics
; Three Dimensional Computer Graphics
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EI分类号 | Biomedical Engineering:461.1
; Ergonomics And Human Factors Engineering:461.4
; Data Processing And Image Processing:723.2
; Computer Applications:723.5
; Imaging Techniques:746
; Mathematical Statistics:922.2
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来源库 | EV Compendex
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全文链接 | https://ieeexplore.ieee.org/stamp/stamp.jsp?tp=&arnumber=10396576 |
引用统计 | |
成果类型 | 会议论文 |
条目标识符 | http://sustech.caswiz.com/handle/2SGJ60CL/706506 |
专题 | 南方科技大学医院 |
作者单位 | 1.Southern University of Science and Technology Hospital, Shenzhen, China 2.The Hong Kong Polytechnic University, Department of Chinese and Bilingual Studies, Hongkong, Hong Kong |
第一作者单位 | 南方科技大学医院 |
通讯作者单位 | 南方科技大学医院 |
第一作者的第一单位 | 南方科技大学医院 |
推荐引用方式 GB/T 7714 |
He, Jie,Guo, Zhexiao,Su, Xiuyun,et al. Assessment of human pelvic ring a CT-based statistical shape model of anatomical Principal Variations[C]:Institute of Electrical and Electronics Engineers Inc.,2023:141-145.
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条目包含的文件 | 条目无相关文件。 |
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